Here are links to a couple of research papers that discuss methods for measuring emotional responses to products. Both provide conceptual backgrounds and discuss a range of measurement approaches, including verbal and non-verbal (e.g. visual) rating systems that can be adapted to a range of situations.
Measuring Emotions - Development and application of an instrument to measure emotional responses to products